这正是我们看到英伟达、谷歌、亚马逊等企业都在向“云-芯-端”一体化方向发展的原因。谷歌TPU自设计之初就为其深度学习框架TensorFlow量身定制；亚马逊Trainium和Inferentia与AWS服务深度绑定；微软虽然大量采购英伟达GPU，但同时推进自研芯片，并与英伟达开展系统层面深度合作。
From Ampere to Hopper to Blackwell we see the GPU becomes more and more complex and asynchronous.
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